knitr::opts_knit$set(root.dir = rprojroot::find_rstudio_root_file())
knitr::opts_chunk$set(echo = F, warning = F, message = F)
## [1] "p007t" "p008t" "p009ot0" "p009ot2" "p009t1" "p009t2" "p012t"
## [8] "p013ot0" "p013ot3" "p013t" "p014ot0" "p014t" "p016t" "p017t"
## [1] "broad done"
## [1] "morkel done"
## [1] "SMAD done"
## [1] "TNFa done"
## [1] "Wnt done"
## [1] "YAP done"
## [1] "regev done"
| rank | 0 | 1 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 2 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | H2AFZ | FTL | RPL7A | LGR5 | SPINK4 | MMP7 | PCNA | PIGR | MAP2 | AQP5 | PLA2G2A | FCGBP | HIST1H4C | TFF3 | CLCA4 | SPINK4 | FABP1 | MT-CO2 | TSHZ2 | ZG16 | REG1A | VIM | TM4SF4 | MT1G | TM4SF4 | HEXIM1 | GUCA2A | FABP1 | MT-ND2 |
| 2 | PSMA7 | RPS7 | LDHB | PROX1 | TFF3 | PMEPA1 | MCM3 | PLA2G2A | COL6A1 | FIBCD1 | PIGR | MUC2 | TUBA1B | CEACAM6 | SELENOP | ITLN1 | FABP5 | MT-ATP6 | AQP5 | REP15 | REG1B | SPP1 | FABP1 | CA1 | CCL20 | JUN | SLC26A3 | CKB | MT-ATP6 |
| 3 | EIF2S2 | RPS4X | RPSA | PMEPA1 | CLCA1 | KRT17 | MCM4 | NXPE1 | MMP7 | VIM | OLFM4 | SPINK4 | H2AFZ | FABP1 | GUCA2A | MUC2 | DBI | MT-CO3 | MT-ND1 | TPSG1 | DMBT1 | LAPTM5 | ANXA10 | MT2A | AREG | PPP1R15A | SELENOP | LDHA | MT-CO3 |
| 4 | LDHB | RPS18 | CLDN2 | EPHB3 | ITLN1 | LAMC2 | MCM7 | LEFTY1 | LEMD1 | RPS4Y1 | LEFTY1 | CLCA1 | TUBB | PLOD2 | SLC26A3 | CLCA1 | ATP5MC3 | MT-ND2 | MT-ATP6 | TBX10 | RPS4Y1 | CXCR4 | CTSE | PHGR1 | KLK10 | HIST1H2BG | CEACAM7 | NDUFA4L2 | MT-ND4 |
| 5 | FTL | RPS13 | EIF4EBP1 | DPEP1 | FCGBP | LAMB3 | ECT2 | ADH1C | UCA1 | RPL14 | MT1E | TFF3 | HMGB1 | CD24 | CEACAM7 | FCGBP | H2AFZ | MT-ND3 | GOLGA8B | CAPN9 | RBP1 | SRGN | MMP1 | PIGR | AC020656.1 | Z93241.1 | PHGR1 | PGK1 | MT-ND5 |
| 6 | RPS21 | RPL19 | H2AFZ | FN1 | MUC2 | KLK10 | BRCA2 | OLFM4 | PERP | RPL13A | B3GNT7 | ITLN1 | RANBP1 | FXYD3 | TSPAN1 | REG4 | HSPE1 | MT-ND4 | MT-ND2 | FAM177B | NOTUM | SLC2A3 | AC020656.1 | CA2 | MALAT1 | AL137077.2 | CLCA4 | SCD | MT-CO2 |
| 7 | TUBB | RPS23 | RPS4X | PTPRO | SPINK1 | LAMA3 | SMC4 | B3GNT7 | KRT23 | RPS24 | NUPR1 | ZG16 | LDHB | BHLHE40 | PLAC8 | ZG16 | LDHB | MT-ND5 | MT-ND5 | RAB27A | IFITM1 | HSPA1A | REG4 | MT1H | CTSE | CSKMT | GUCA2B | CSTB | MT-ND3 |
| 8 | TUBA1B | RPS12 | RPL35 | RPL36A | WFDC2 | TRIM29 | MAD2L1 | MT-CO3 | GPC1 | RPS3A | FAM3D | REP15 | TUBB4B | NDRG1 | DUOX2 | WFDC2 | TUBB | MT-CO1 | MT-ND3 | B3GNT6 | APCDD1 | TNFAIP3 | ADIRF | MT1E | REG4 | IER5L | AQP8 | REN | MT-ND4L |
| 9 | HSPE1 | ATP5F1E | TESC | LEFTY1 | REP15 | MSLN | GAL | MUC4 | SLC2A1 | TPT1 | AGR3 | ST6GALNAC1 | RAN | LGALS3 | AQP8 | ST6GALNAC1 | RANBP1 | MT-ND4L | MT-CO1 | FCGBP | PCP4 | HLA-DRB1 | LGALS3 | MT1M | ANXA2 | MAFB | CA1 | C4orf3 | MT-ND1 |
| 10 | HMGB1 | RPS14 | NAP1L1 | SLC12A2 | SERPINA1 | ECM1 | ATAD5 | MT-CO2 | PI3 | RPL34 | HSPA1A | HEPACAM2 | NCL | S100P | CEACAM1 | KLK1 | LDHA | MT-ND1 | CAPRIN2 | CD177 | MTTP | TSC22D3 | S100P | GUCA2A | S100A14 | FOSB | PLAC8 | MIR210HG | MT-CO1 |
| 11 | RANBP1 | RPL35A | IGFBP2 | DACH1 | KLK1 | AHNAK2 | TK1 | NXPE4 | S100A11 | RPL29 | CA2 | B3GNT6 | NPM1 | CKB | MUC12 | SPINK1 | RAN | JCHAIN | UTRN | MUC2 | PLA2G4A | IL7R | KLK7 | SLC26A3 | HES1 | EGR1 | CA2 | FAM162A | MT-ATP8 |
| 12 | SNRPG | RPLP1 | ATP5MC3 | NKD1 | L1TD1 | KRT80 | GINS2 | MT-ND3 | PHLDA3 | RPS11 | PRAC1 | ANO7 | HSPE1 | ANXA4 | CDHR5 | SERPINA1 | TUBA1B | REG1B | TACC1 | FER1L6 | PTPRO | ZNF331 | TFF1 | CDHR5 | RPS21 | SOCS1 | TSPAN1 | GAPDH | IGKC |
| 13 | ATP5MC3 | RPL23 | TUBA1B | MACC1 | HEPACAM2 | RAMP1 | HELLS | MT-CO1 | C6orf15 | RPL37 | NXPE4 | ATOH1 | PSMA7 | CEACAM5 | GUCA2B | REP15 | NDUFAB1 | MT-ATP8 | LENG8 | ENTPD8 | CYP4X1 | MT-ND3 | KLK10 | CEACAM7 | S100P | IER2 | CDHR5 | S100A14 | CENPJ |
| 14 | PTTG1 | RPS15A | RAN | RPL13 | ATOH1 | CST6 | NASP | MT-ND1 | S100A4 | RPL9 | SULT1B1 | NEURL1 | UBE2C | TPT1 | CA2 | KIAA1324 | PTMA | FN1 | SLC7A11 | HEPACAM2 | CYP2W1 | HLA-DRA | PHGR1 | MS4A12 | TFF1 | JUNB | MT-CO1 | DBI | MTRNR2L12 |
| 15 | ID1 | RPL11 | LCN2 | TRAF5 | RETNLB | FSTL3 | SMC2 | MT-ATP6 | C9orf16 | RPS27 | MUC4 | KLK1 | DEK | CSTB | SLC9A3 | FABP2 | SLC25A5 | XIST | BAZ2B | ITLN1 | OLFM4 | CD2 | TSPAN8 | UGT2B17 | MT-ATP8 | IER5 | PIGR | LCN15 | IGLC2 |
| 16 | ATP5F1E | RPS27A | RPS2 | IFITM3 | SPDEF | FOXQ1 | PRSS56 | MT-ND5 | TACSTD2 | RPL37A | NXPE1 | SPDEF | PCNA | P4HA1 | TMPRSS2 | SPDEF | PSMA7 | SPRY2 | GPR153 | PTP4A3 | S100A7 | S100A6 | LGALS2 | TSPAN8 | HIST1H3A | MS4A12 | RPL7A | MKI67 | |
| 17 | RAN | RPL24 | RPL19 | RPL34 | RAP1GAP | TM4SF1 | CDC6 | DMBT1 | ATP6V1G1 | RPL31 | C15orf48 | RAP1GAP | HSPD1 | SLPI | EMP1 | CREB3L1 | CSTB | JMJD1C | BCAS1 | KCNMB4 | CD69 | ATP5MD | CDKN2B-AS1 | SOX4 | CD177 | RPS4X | ATAD5 | ||
| 18 | EIF5B | RPL21 | RPL27 | TGFBI | TPSG1 | PERP | LMNB1 | MUC12 | ANXA2 | RPL3 | ADH1C | SERPINA1 | SNRPB | VEGFA | DUOXA2 | HEPACAM2 | HIST1H4C | NKTR | ANO7 | CLU | NR4A3 | ATP5ME | SLC26A2 | BTG2 | SLC9A3 | NDRG1 | IGHA1 | ||
| 19 | SERBP1 | RPS3 | RPL24 | ADGRG1 | B3GNT6 | PRSS22 | ATAD2 | MT-ND2 | TNFRSF12A | RPL12 | RARRES1 | RAB26 | FABP5 | ERO1A | GPA33 | ATOH1 | POMP | SYNE2 | SPINK4 | SBSPON | PTPRC | ATP5MPL | SLC4A4 | AL031777.3 | CEACAM1 | RPL11 | RNF43 | ||
| 20 | POLR2L | RPL32 | PRDX4 | RPL37A | ORM1 | AKAP12 | PBK | MT-ND4 | ANXA3 | RPL36 | VSIG2 | MT-CO1 | NDUFAB1 | FADS2 | CA4 | RAB27A | RPS7 | LMO7 | GSN | BMP7 | NR4A2 | TXN | CHP2 | AL355075.4 | CA4 | TPI1 | ANO9 | ||
| 21 | NPM1 | POMP | CD81 | ZBTB20 | ST6GALNAC1 | TACSTD2 | CDT1 | SI | ANXA1 | RPLP1 | HMGCS2 | MUC4 | PTMA | PMEPA1 | SDCBP2 | TPSG1 | PRDX4 | IGHA1 | SPDEF | CASP1 | HLA-DPA1 | S100A14 | MT1F | BTG1 | PKIB | RPS14 | ARGLU1 | ||
| 22 | LSM5 | RPS6 | NCL | RPS27 | RASD1 | S100A11 | MCM2 | NUPR1 | MSX2 | RPS28 | LGALS2 | MT-ND3 | ATP5MC3 | IFI27 | MDK | RAP1GAP | CHCHD2 | IGLC2 | SYTL5 | CXCL2 | CD74 | KLK11 | VSIG2 | PPP1R10 | C2orf88 | COX5B | RNF213 | ||
| 23 | NCL | NDUFA4 | RPL8 | RPL31 | KIAA1324 | SCEL | ORC6 | MT-ATP8 | CCND1 | RPL10A | SI | REG4 | C1QBP | GAPDH | DHRS9 | B3GNT6 | UBE2C | NEAT1 | CDC42EP3 | AC020656.1 | APOE | TXNDC17 | MT-CO1 | RASD1 | CDKN2B-AS1 | RPS18 | CENPF | ||
| 24 | ATP5MPL | RPL27 | RPS7 | SOX4 | COL16A1 | CEACAM6 | MCM6 | MT-ND4L | IL18 | RPL27A | PRKACB | ATP2A3 | PSMB1 | ATP1B1 | HPGD | FMOD | PGK1 | CLCA1 | CXCL1 | HSPA1B | KRT20 | AMN | GADD45B | SLC4A4 | RPS7 | HSPA1B | |||
| 25 | HSPD1 | RPS16 | RPS27A | RPL36 | AQP3 | TGM2 | CDCA7 | PLCE1 | LCN2 | IFITM3 | UGT2A3 | MLPH | POMP | S100A11 | MS4A12 | DNAJC12 | ATP5MC1 | VSIG2 | TMEM176A | MT-ND4 | UQCRQ | SELENBP1 | HSPA1B | TMIGD1 | PKM | SYNE2 | |||
| 26 | POMP | RPS20 | RPL21 | RPL37 | AC005833.1 | ANXA2 | DHFR | MUC5B | CST3 | RPS29 | SLC28A2 | MT-ND1 | PRDX4 | ACTG1 | SAMD9 | ANXA13 | HSPD1 | SYTL2 | CPNE7 | IER5 | PHLDA2 | SULT1B1 | HIST1H2AH | TRPM6 | RPL32 | LUC7L3 | |||
| 27 | CCT6A | PRDX1 | SET | RPL10A | ZG16 | ANXA3 | PAICS | PRAC1 | CHPF | RPL28 | MAOA | MT-CO2 | MCM3 | CDH17 | SGK1 | AC005833.1 | HMGB1 | MB | DACH1 | RGS1 | ANXA2 | HMGCS2 | LINC01970 | TMEM37 | IGFBP2 | MALAT1 | |||
| 28 | SOD1 | TALDO1 | RPL32 | GDF15 | MUC4 | SERPINB5 | RRM1 | HMGCS2 | GGH | RPL18A | SLC4A4 | L1TD1 | EIF4EBP1 | PRDX5 | PKIB | B4GALNT2 | RPS27A | TFF1 | IFITM3 | ARHGDIB | HPGD | PLAC8 | HIST1H2AG | SLC17A4 | RPS27A | KCNQ1OT1 | |||
| 29 | ACAT2 | RPL30 | HSPD1 | ETS2 | HSPA1A | CAVIN3 | BIRC5 | IGKC | KRT80 | RPS12 | DMBT1 | MT-ND2 | YBX1 | ACE2 | TRIM31 | AQP3 | RPS4X | BEST2 | SPINK1 | MT-ATP6 | SH3BGRL3 | ANPEP | MALAT1 | SCNN1B | RPL19 | ||||
| 30 | SUB1 | SOD1 | RPL6 | RPL27A | ENTPD8 | FLNA | CENPW | SULT1B1 | LAMP1 | RPS15A | GOLM1 | RAB27A | ADRM1 | NDUFA4L2 | CDHR2 | BEST2 | CYCS | ATOH1 | GADD45G | IGKC | AKR1C3 | GPT | ZFP36L2 | SLC51B | QPRT | ||||
| 31 | PFDN2 | RPLP2 | RPL11 | ZKSCAN1 | REG4 | IFI6 | RAD51AP1 | MTRNR2L12 | GSTP1 | RPS19 | SPINK5 | SYTL2 | UBE2T | LDHA | HK2 | NEURL1 | EIF5A | MLPH | C2CD4A | MT-CO1 | SLPI | C2orf88 | AC023157.3 | MUC12 | RPL10 | ||||
| 32 | ATP5PF | RPL7A | HSPE1 | RPS18 | CREB3L1 | TNFAIP2 | KIF20B | UGT2B17 | GUK1 | RPL7 | SEMA6A | MT-CO3 | SSBP1 | S100A10 | XDH | SCGB2A1 | FTL | TFF3 | PIWIL2 | DUSP2 | LGALS4 | MT1X | IGKC | CDKN2B | ATP5MC3 | ||||
| 33 | TXN | RPL6 | ATP5MC1 | EEF2 | FAM3D | SLC2A1 | HMGB1 | PPP1R12B | CLIC3 | TMSB10 | SPINK1 | IGKC | GINS2 | HSPB1 | CDA | ANO7 | ARPC2 | TSPAN1 | MT1E | JUNB | ALDH1A1 | C10orf99 | IER3 | LINC02023 | NACA | ||||
| 34 | RPL22 | C9orf16 | MRPL51 | MYC | JUN | GPRC5A | MCM8 | TFCP2L1 | KLK6 | RPL35 | TCEA3 | KIAA1324 | ODC1 | EFNA1 | MXI1 | FAM177B | NDUFA4 | MUC4 | STMN3 | NFKBIA | POLR2L | FABP1 | DNAJB1 | PDE9A | RPL24 | ||||
| 35 | SNRPD2 | PSMA7 | RPS20 | IRF2BP2 | IER5 | RGCC | IFITM3 | MT1E | ATP6V1F | RPL21 | MT1M | ERN2 | HSP90AB1 | S100A6 | SMPDL3A | SMAD9 | LSM5 | SERPINA1 | DPYSL2 | CD83 | CSTB | MT-ND5 | CDKN1C | SDCBP2 | FDFT1 | ||||
| 36 | DBI | FTH1 | YBX1 | RNF43 | CDC42EP5 | MACC1 | TMEM97 | PCK1 | KRT18 | RPS10 | AGR2 | MT-ATP6 | DCTPP1 | GNAS | NOS2 | PLXDC2 | IGFBP2 | DHRS9 | NCOA7 | HLA-DPB1 | UQCR10 | TSPAN1 | NRARP | SGK1 | LGALS3 | ||||
| 37 | CYCS | RPS2 | RPL39L | RPL12 | CRACR2B | TIMP2 | IPO5 | HSPA1A | EIF1 | RPL13 | C10orf99 | FRYL | DBI | DSG2 | MEP1A | DLL1 | NPM1 | P2RX4 | CTTNBP2 | COL1A1 | SELENOW | MT-ND1 | SRGN | ANPEP | RPL18 | ||||
| 38 | RPS27 | COX4I1 | CYB5A | RPS12 | FOSB | EFNB2 | MCM10 | FRYL | COL9A3 | RPLP2 | MUC12 | MT-ND4 | CCT6A | CEACAM1 | DDX60 | GALNT8 | SSBP1 | MFSD4A | MYC | ZFP36 | NDUFA4 | HSD11B2 | FOS | C1QTNF12 | RPS13 | ||||
| 39 | NDUFAB1 | RPL5 | ANAPC11 | RPL28 | MLPH | CDKN2A | GMNN | FAM3D | CD9 | COMMD6 | ATP8B1 | BCAS1 | CCT2 | EMP1 | ALDOB | CAPN9 | CCT6A | KLK1 | LYZ | KLF2 | S100A16 | MT-CO3 | IGHA1 | MT-CO2 | TMSB4X | ||||
| 40 | PSMA4 | ATP5MC3 | HSP90AB1 | RPL13A | KLF4 | KLK6 | CKS1B | B3GALT5 | S100A14 | SLC25A6 | RHBDL2 | RASD1 | PDCD5 | HSPA1B | PDE9A | FRZB | RPL11 | FOXA3 | DEPTOR | FOSB | MYL12B | MT-CO2 | HES1 | MT-ND3 | PYCARD | ||||
| 41 | PTMA | RPL10A | GTF3A | RPS3A | AGR3 | SDC4 | ZIC2 | REG1A | KLK10 | RPS15 | SIAE | ENTPD8 | SLC25A5 | ECM1 | RHOF | MB | PDCD5 | DISP2 | HLA-DRA | DNAJB1 | CEACAM6 | MT-ND3 | POU3F1 | SLC26A2 | RPL35A | ||||
| 42 | NUCKS1 | RPS8 | RPL23A | RPS29 | BTG2 | EMP1 | CENPF | CA12 | KRT8 | RPL36A | UGT2B17 | PRUNE2 | DUT | TMBIM1 | TMEM37 | TMEM61 | SNRNP25 | SAMD9 | CCND2 | DUOXA2 | FTL | PKIB | CITED2 | SAMD9 | CLIC1 | ||||
| 43 | ATP5ME | RPL12 | ASCL2 | RPS11 | VSIG2 | WNT11 | ALYREF | GOLM1 | ATP6V0E1 | ZFAS1 | HOXB13 | MT-ND5 | CENPX | GPRC5A | C11orf86 | CBFA2T3 | RPL6 | MCF2L | CEBPD | DUSP1 | DSTN | PLA2G2A | SOCS3 | ENTPD8 | RPL21 | ||||
| 44 | UBE2C | COMMD6 | NDUFA8 | RPS15A | AL135925.1 | ITGB8 | NCAPD2 | MT1G | POMP | S100A11 | ITM2C | CREB3L1 | PRKDC | EPCAM | TYMP | AP002498.1 | PRELID1 | CREB3L1 | ZFAS1 | MT-ND4L | RPL36AL | MT-ATP6 | EGR3 | DHRS9 | LGALS4 | ||||
| 45 | HMGN1 | NQO1 | RPS13 | SOX9 | ERN2 | TNFRSF11B | SNRPF | NFKBIZ | KRT19 | RPL38 | CREB3L1 | SPINK1 | SRSF7 | ELF3 | TMIGD1 | TOX | C1QBP | ATP2A3 | EPHB2 | GADD45B | NDUFB1 | C1QTNF12 | ZFP36 | SMPDL3A | UQCRH | ||||
| 46 | PDCD5 | UQCRB | RPL5 | RPL38 | ELF3 | ANXA1 | MKI67 | NKTR | SQSTM1 | SLC7A11 | PLA2G10 | GSN | HMGA1 | HEPH | MXD1 | RETNLB | RPL35A | SCNN1A | BACE2 | KDM6B | CCND2 | CDKN2B | VEGFA | MT-ATP6 | RPS23 | ||||
| 47 | HIST1H4C | RPL10 | NDUFA4 | RPL23A | FOS | RBP1 | BAG2 | ELF3 | CSTB | LGALS1 | RNF186 | MT-ND4L | HNRNPAB | TSPAN1 | MIER3 | RASD1 | PSMB1 | MUC5AC | BMP4 | BTG1 | OCIAD2 | SELENOP | JUND | MEP1A | RPS3 | ||||
| 48 | DDX18 | NDUFAB1 | NACA | COMMD6 | EGR1 | HLA-A | CENPJ | AKAP9 | CLIC1 | LYZ | LGALS4 | MCF2L | PARK7 | CEACAM7 | TP53INP2 | FAM107B | YBX1 | FSIP2 | NFIA | REL | ETHE1 | AOC1 | TCIM | HPGD | POMP | ||||
| 49 | RPL6 | NACA | RPL23 | RAB11FIP1 | AGR2 | CAPG | BRCA1 | ZFP36L2 | SKP1 | RPS26 | CA12 | IGHA1 | HIST1H1B | TRIB3 | HHLA2 | TFF3 | ANAPC11 | NEURL1 | GRINA | IGLC2 | MT-ATP8 | ACADS | RHOB | MT-ND5 | COX7B | ||||
| 50 | SNRPD1 | RPL7 | POMP | RPS28 | TCEA3 | ITGA2 | PTPRO | VMP1 | TMSB4X | REG1A | RPS4Y1 | NXPE1 | XRCC5 | TMPRSS4 | SMPD1 | MT1G | SNU13 | VIPR1 | TMEM176B | MT-ATP8 | SLC40A1 | CD177 | AL118516.1 | CDHR2 | ACOT13 | ||||
| 51 | NDUFAF2 | SAP18 | SNRPB | PABPC1 | JUNB | MDK | FANCI | PCSK1N | CDC42EP5 | WFDC2 | PGP | SLC44A4 | BIRC3 | GNE | COX4I1 | DDX60 | TRIB1 | TUBA1A | MUC12 | HIST1H2BH | MT-ND1 | ACSL3 | |||||||
| 52 | HSP90AB1 | RPL13 | RPL7 | RPS10 | XBP1 | ZBTB20 | CDC20 | PDLIM4 | SLPI | KLF4 | CCT5 | GPR160 | SLC17A4 | FOXA3 | UQCRH | SCGB2A1 | MLXIPL | IGHA1 | ITM2C | ID4 | ISG15 | INSIG1 | |||||||
| 53 | LSM4 | ATP5PO | NPM1 | CD24 | TCIM | TNC | TOP2A | CXCL14 | CTSS | SCNN1A | PRELID1 | SLC6A8 | LAMA3 | MLPH | COX7B | SELENOP | PABPC1 | IRF1 | CA4 | CEBPB | GPA33 | EPCAM | |||||||
| 54 | DEK | COX7C | RPLP2 | KCNQ1OT1 | IER2 | TINAGL1 | CENPK | FTH1 | PDCD4 | JCHAIN | PTGES3 | PCCA | TRANK1 | ATP2A3 | ACAT2 | ANKRD36C | CNTNAP2 | NR4A1 | GUCA2B | RGS2 | MT-CO3 | EBP | |||||||
| 55 | CCT5 | SSBP1 | SSBP1 | EIF3E | PPP1R15A | CXCL1 | GGCT | CD81 | LRIG3 | GALNT5 | TOMM40 | DDIT4 | RSAD2 | TCEA3 | GGCT | TRANK1 | TSTA3 | AC020916.1 | MT-ND2 | HSPA1A | ITM2C | SLC25A5 | |||||||
| 56 | PSMB1 | RPS5 | SSB | NCOA7 | TSTA3 | HSPB1 | MYBL2 | NDUFA4 | CES3 | AKAP9 | PPM1G | LAMB3 | CLDN23 | ENTPD8 | RPS13 | PLAC8 | DPEP1 | MT-ND4L | PMAIP1 | XDH | RPSA | ||||||||
| 57 | TUBB4B | RPL37 | RPLP0 | RPL21 | RPL36 | TIMP1 | CLSPN | RPL7A | LRRC19 | XBP1 | ATP5MC1 | PPA1 | HSD17B2 | XBP1 | HINT1 | LYPD8 | GAL | PLA2G10 | TLE4 | MT-ND2 | CD9 | ||||||||
| 58 | ROMO1 | UBA52 | UQCRH | RPL23 | GLUL | LMO7 | NPTX2 | IGFBP3 | CHP2 | GNE | ACAT2 | PLS1 | CASP5 | PRAC1 | SNRPG | MGLL | FAM210B | TP53I3 | CBX4 | FXYD3 | RPS19 | ||||||||
| 59 | MT-ATP8 | RPL23A | PARK7 | OLFM4 | HEXIM1 | S100A2 | FOXM1 | TMSB10 | AMN | CRACR2B | SRSF3 | TM4SF1 | CDKN2B | NUPR1 | ENO1 | FAM3D | DMKN | FXYD3 | DUSP1 | FABP1 | RPS5 | ||||||||
| 60 | RPL4 | C1QBP | PERP | FRYL | NECTIN4 | FADS1 | BCL2L1 | BMP2 | WNK4 | GTF3A | FAM13A | SLC51B | L1TD1 | YWHAB | RAB3B | SP5 | CA12 | ELF3 | IFI27 | RPL5 | |||||||||
| 61 | FAU | GSTP1 | LRRC75A | NR4A1 | GSN | UNG | S100A16 | TMEM176B | FOS | LSM2 | ABHD2 | SECTM1 | KLF4 | MRPL14 | DNAJC12 | CXCL3 | MEP1A | PGGHG | MXI1 | RPS16 | |||||||||
| 62 | SUB1 | ODC1 | EREG | IER3 | CXCL16 | CHEK1 | TMED9 | CCL28 | CDC42EP5 | HMGB2 | SCD | SMIM5 | ALDH1L1 | STUB1 | FAM107B | TNFRSF10B | ABCA5 | HSPA2 | MISP | RPS2 | |||||||||
| 63 | RPSA | PRKDC | IER3 | C12orf57 | S100A6 | XRCC2 | TRIM29 | SRI | HSD11B2 | EIF5A | TPI1 | SCNN1B | VSIG2 | RPL27 | ST6GALNAC1 | KRT23 | MAOA | IRF1 | HIST1H1C | KRT19 | |||||||||
| 64 | RPS25 | COL9A3 | REG1A | TMEM176A | ABHD2 | RANBP1 | PCCA | TFCP2L1 | TCEA3 | MRPS34 | C4orf3 | LRRC19 | HPCAL1 | RPLP2 | REG4 | ETS2 | SLC9A3 | NR4A1 | AOC1 | CHCHD2 | |||||||||
| 65 | RPL39 | RANBP1 | LYZ | HSPA1B | HLA-C | RPA3 | SERPINB1 | PLCE1 | FOSB | TOP2A | RNF186 | OASL | C12orf57 | GPX2 | PHGR1 | CEBPB | PLCE1 | MCL1 | ABCA5 | COX4I1 | |||||||||
| 66 | RACK1 | RPS18 | REG1A | TMEM176B | MSH6 | JUP | GPT | TCIM | SNRPG | TFF1 | TNIP3 | SMIM14 | HNRNPAB | AKAP5 | TGFBR3 | MT-ND4 | GADD45G | HHLA2 | COX7A2 | ||||||||||
| 67 | RPS21 | NDUFAB1 | TACSTD2 | LRRC8A | TYMS | FXYD5 | PAPSS2 | FAM3D | DTYMK | FHL2 | C1orf115 | HSPA1A | LSM4 | KLF4 | ZNRF3 | PCK1 | ARGLU1 | TYMP | PDLIM4 | ||||||||||
| 68 | BTF3 | DKC1 | SH3BGRL3 | CXCL8 | TPX2 | DCBLD2 | MT2A | SH3PXD2A | ANAPC11 | ADD3 | PTPRH | GALNT7 | HMGN1 | PLA2G10 | LACTB2 | CDC42EP5 | KCNQ1OT1 | MT-ND4L | EIF1 | ||||||||||
| 69 | CHCHD2 | CHCHD2 | DNAJB1 | FIBCD1 | FAM111B | DYNLRB1 | KLF5 | GALNT7 | NUCKS1 | PDLIM1 | HRASLS2 | MT1E | GADD45GIP1 | CDC42EP5 | FAM84B | CKB | BRD2 | AMN | ARPC2 | ||||||||||
| 70 | GPX2 | SLC25A5 | SOX4 | S100A13 | HSPD1 | BRK1 | PALLD | MIA3 | TPX2 | TDP2 | SLCO2A1 | MUC4 | SF3B6 | SMIM14 | RASEF | LGALS4 | MED29 | ACVRL1 | PCCA | ||||||||||
| 71 | TPT1 | RPL10 | AKAP9 | MYOF | NOP56 | TIMP2 | METTL7A | SMIM14 | SSB | JUP | MYO15B | AGR2 | RPL19 | GALNT5 | MT1G | B3GALT5 | KLF2 | SMIM22 | PIGZ | ||||||||||
| 72 | EEF1B2 | LSM3 | S100A9 | DDR1 | POLE3 | BCAP31 | PPP1R12B | NUPR1 | ANP32B | MUC13 | IFIT1 | NEDD4L | RPL7A | TM4SF5 | CEMIP2 | GGT6 | NFKBIA | MXD1 | RPL8 | ||||||||||
| 73 | RPL18 | UQCC2 | RPS27 | PDLIM7 | HNRNPD | TNFSF15 | FOS | NEDD4L | MKI67 | SLC40A1 | STOM | MYADM | SNRPB | IFI27 | ACSL5 | NXPE4 | SLC38A2 | MDK | CD81 | ||||||||||
| 74 | ASCL2 | CCT7 | HES6 | SESTD1 | IGF2BP1 | TXNIP | SQOR | ANKRD36C | NOL7 | MYH14 | TRPM6 | CDC42EP5 | DTYMK | CDHR5 | ELFN1-AS1 | FLNB | NR4A2 | DDX60 | RPL27 | ||||||||||
| 75 | STUB1 | PSMB1 | RPS24 | DSG2 | CDK4 | PRDX1 | LIMA1 | MT-ATP8 | AP2S1 | P4HB | MISP | NXPE4 | EEF1B2 | RASEF | CLDN1 | SGK1 | AC020916.1 | CYP3A5 | PRDX5 | ||||||||||
| 76 | PEBP1 | EIF5A | IGLC2 | TMBIM1 | DKC1 | TNNC1 | CKMT1B | KCNK6 | SNRNP25 | SDCBP2 | GSN | AGR3 | RPL21 | SMIM5 | RPL12 | HEXIM1 | NEAT1 | TMPRSS2 | HINT1 | ||||||||||
| 77 | ZFAS1 | RPL9 | HSPB1 | PODXL | SET | TPD52L1 | TNFRSF11A | GALNT12 | ILF2 | RPS29 | ISG15 | NXPE1 | AP2S1 | AGR3 | TMC5 | SMIM22 | AHI1 | RARRES3 | KRT20 | ||||||||||
| 78 | RPS19 | RPS14 | RPL37 | EPB41L1 | CMSS1 | UBC | ACADS | IGHA2 | SERBP1 | LINC01559 | TIMP2 | RAB26 | ADRM1 | PIGR | ZFP36L1 | AC023157.3 | AKAP9 | IGKC | GGH | ||||||||||
| 79 | PYCARD | MRPL41 | IGHA1 | MET | FBL | FLNA | B3GALT5 | JUN | PRMT1 | SORL1 | ENTPD8 | GALNT5 | MRPL57 | NEDD4L | FZD3 | BLOC1S1 | POLR2A | EMP1 | RPL6 | ||||||||||
| 80 | EIF3E | BRK1 | JCHAIN | JUP | FN1 | RPL19 | NFKBIZ | NKTR | LSM4 | DUOX2 | ACVRL1 | MT2A | ATP5PF | ITM2C | RPL7 | IGKC | HIST1H1E | MT-ND4 | RPL12 | ||||||||||
| 81 | GTF3A | CNBP | PTGS2 | EPHB2 | NEU1 | CD24 | ARFGEF3 | UBE2I | LCN15 | PIGR | FAM3D | EIF3K | SH3PXD2A | GDF15 | GPA33 | MYADM | PLA2G10 | RPS6 | |||||||||||
| 82 | PSMB1 | RPS3 | BMP4 | SLC12A2 | TIMP1 | MUC5B | GOLGB1 | SNRPD1 | DNAJB1 | APOBR | MT1F | GTF3A | KIAA1324 | SLC12A2 | MT-ATP8 | TRIM44 | RHOC | VDAC1 | |||||||||||
| 83 | HINT1 | HMGB3 | COL6A1 | CSE1L | SAP18 | ECH1 | DNAJC10 | LSM3 | APOL1 | EGLN3 | MT1H | TPI1 | B4GALNT2 | RPS6 | JUN | AMD1 | TMEM54 | RACK1 | |||||||||||
| 84 | YWHAB | RPS12 | MBNL2 | PHB2 | RPS4X | MT1G | WSB1 | SIVA1 | ACAA2 | IFI27 | GSN | MRPL11 | SIDT1 | ADD3 | TMEM54 | TNFAIP3 | KRT20 | PSMB1 | |||||||||||
| 85 | COX7B | C9orf16 | EPHA2 | PTMA | MRPL41 | MT1F | AGR2 | DNMT1 | SERPINB6 | FCGBP | FRYL | PTTG1 | SCIN | VWA1 | PDCD4 | WDR60 | TRIM31 | MIF | |||||||||||
| 86 | EBPL | FABP5 | F11R | RCC2 | RHOC | HSD17B11 | BTG2 | NUDC | TOB1 | SULT1A2 | SYTL2 | RPS23 | RAP1GAP | PDZK1IP1 | IGHA1 | YME1L1 | CDA | RPLP1 | |||||||||||
| 87 | COX7A2 | ATP6V1G1 | S100A10 | HMGA1 | SAT1 | GLUL | DDX17 | GGCT | RPS24 | TNFSF10 | ERN2 | RPL23 | SCNN1B | STXBP6 | JCHAIN | DDIT4 | DST | COX7C | |||||||||||
| 88 | SSR4 | TUBB | ITGB6 | DNMT1 | S100A10 | AC008397.1 | BRCA2 | SOD3 | AOC1 | FOSB | PFDN2 | HLA-E | CNOT7 | TCIM | H2AFX | NAAA | UBA52 | ||||||||||||
| 89 | RPL8 | RPS23 | PON2 | PRKDC | KRT20 | CES2 | DKC1 | GFPT1 | RETREG1 | SCNN1A | RPSA | NAAA | CELF2 | ETNK1 | ID2 | DUOX2 | ATP6V1G1 | ||||||||||||
| 90 | SLC25A5 | HMGB1 | ZFP36L1 | WDR34 | STUB1 | ALDOB | MCM7 | CAPG | UPP1 | TSPAN13 | PARK7 | LIPH | PDP1 | SYNE2 | CGN | RPS12 | |||||||||||||
| 91 | DYNLRB1 | ACP1 | TPM4 | KIF4A | DSP | PCK1 | PTTG1 | INSIG1 | HIST1H1C | FOS | TUFM | RFLNA | PGGHG | CLDN4 | MIER3 | RPL7 | |||||||||||||
| 92 | EIF3F | LSM5 | YAP1 | GOT2 | KRT10 | GALNT7 | ERH | PDZK1IP1 | CD177 | PRUNE2 | UBA52 | TUBB2A | ATP10B | ZFP36L1 | VSIG2 | NDUFA4 | |||||||||||||
| 93 | TOMM7 | SNRPG | FHL2 | MT1A | TMEM45B | ATP2A3 | RPA3 | ALDH2 | CDKN2B-AS1 | PRIMPOL | NDUFS6 | PTGER4 | BAMBI | RNF213 | TNFSF10 | HSD17B12 | |||||||||||||
| 94 | RPN2 | STRAP | C6orf132 | SSRP1 | QPCT | ARF4 | CKS2 | C10orf99 | PLS1 | WNK4 | CCT4 | SPATS2L | SMARCC1 | SFPQ | VILL | RPL23A | |||||||||||||
| 95 | HSPE1 | RPS15A | KRT6B | RPL36A | PKM | TSPAN8 | MRPL11 | SLC2A1 | EDN3 | ARFGEF3 | RPS3 | TC2N | TNFRSF10A | HSPA6 | PRSS3 | RPLP2 | |||||||||||||
| 96 | NPM1 | SNRPF | TAGLN | TFDP1 | UBE2H | SLC44A4 | UBE2S | VDAC2 | ITM2C | FKBP11 | ACP1 | ERN2 | PROX1 | GOLGB1 | RIOK3 | BTF3 | |||||||||||||
| 97 | COX5B | CCT2 | DST | EIF4A1 | PPA1 | TMEM59 | GMNN | ITGA2 | SPATS2L | PTPRN2 | PEBP1 | FXYD3 | SYK | NUPR1 | MGLL | ENO1 | |||||||||||||
| 98 | ABRACL | S100A4 | CLDN1 | MIS18A | BUD31 | MARCKS | TFDP1 | RPL37 | COL17A1 | BCAS1 | MRPS34 | PARM1 | PDZD8 | CXCL8 | SLC6A8 | RPS20 | |||||||||||||
| 99 | MRPL57 | RPL18 | MYO6 | C19orf48 | SSR4 | PGM2L1 | SRM | CAST | PHGR1 | ATF3 | EIF2S2 | HSPA2 | ENC1 | HNRNPU | SERINC2 | RPL23 | |||||||||||||
| 100 | GUK1 | XRCC5 | ERO1A | TCOF1 | GABARAPL2 | SNORC | KPNA2 | ADIRF | IFIT2 | SH3BGRL3 | TPX2 | RASD1 | EIF3E | PRPF4B | APPL2 | RPL18A |